Controlling the size and shape of nanoparticles is achieved through various synthesis methods such as chemical reduction, sol-gel processes, and biological synthesis. By adjusting parameters such as temperature, pH, and the concentration of reactants, scientists can fine-tune the dimensions and morphology of the nanoparticles.